Open-source Claude Code skills — 6 cognitive firewalls block AI hallucination, bias & sloppy reasoning. npx skills add

Stop hallucinations by verifying citations.

AI research-to-manuscript workflow for academic writing: literature search, source verification, research wiki, argument trees, outlines, drafts, reviews, citations, DOCX export, and thesis-destroyer workflow automation.

Verifiable Codex + Claude + Gemini collaboration framework with source checks, mutual cross-audit, merge gates, HTTP and MCP adapters.

Clinician-built benchmark and live leaderboard for medical AI safety evaluation.

Claim it. Prove it. Settle it on GenLayer with AI-powered 1v1 prediction challenges.

Dynamic Human Layer with semi-automatic cross-model calibration, semantic fidelity, source fit, and evidence-aware responses for ChatGPT, Codex, Gemini, and DeepSeek.

AI-powered fake news detection system using advanced NLP, fact verification, and source reliability analysis. Built with Next.js 14, featuring real-time credibility assessment, comprehensive RESTful API, and professional dark/light mode interface for combating misinformation.

A research engine that contests its own findings: an independent verifier can refuse a claim the evidence doesn't support, and every source choice is logged. Open, reproducible, built as a Claude Code skill bundle.

StormGrill is an open-source dual-protocol orchestrator that pairs verified multi-agent research (Storm) with real-time adversarial interrogation (Grill) to help decision-makers stress-test strategic decisions against facts, not intuition. Make bad strategic decisions expensive to make.

World Bank data assistant for investigative journalists — ask questions, get cited tables and methodological notes from real World Bank APIs, with built-in anti-hallucination guardrails

Block AI-generated garbage sources from your research. Copy-paste fixes for Claude, ChatGPT, Perplexity. Community-maintained blocklist.

Source-grounded web research with search, extraction, verification, and browser automation.

Public AI regulation tracker for laws, guidance, source verification, and evidence export readiness.

An Agent Skill that forces Claude to trace every factual claim back to a primary source before answering.

AI 조사 결과의 출처를 믿기 전에 검증하는 Claude Code 스킬 — 4-Tier 분류·재인용 체인 감지·URL/DOI 실존 확인·한국 학술DB(KCI·RISS·NKIS) 대응 | Source-verification gate that catches hallucinated and misattributed citations, including Korean scholarship international DBs miss

Audit-first Hebrew CI/OSINT assistant built around the principle: No source = no fact.

Target-agnostic OSINT investigation MCP server and plugin for evidence ledgers, archiving, verification, entity graphs, and source analysis.

Domain-aware citation and grounding verification for AI agents. Scores whether cited sources (academic, news, government, educational, general) are real and credible. Zero-dependency TypeScript.

Corroborate.ai is a knowledge arbitration engine designed to solve the critical problem of LLM hallucinations and unauditable "black box" memory. Unlike traditional memory systems (like Mem0 or Zep) that rely on a single model call to decide what is "true," Corroborate.ai treats truth as a function of context.